data:image/png;base64,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
λ_force는 두 RMSE의 scale을 고려한 coefficient, λ=1/25
1차 평가 : 리더보드 Private Score
2차 평가 : Private Score 상위 10팀 코드 및 모델 체크포인트 제출 후 코드 검증 및
시뮬레이션 평가
제출한 코드와 시뮬레이션 결과에 대한 평가를 반영
평가 기준